Visual attention models for scene text recognition

SK Ghosh, E Valveny… - … analysis and recognition  …, 2017 - ieeexplore.ieee.org
visual attention model on top of CNN features for unconstrained scene text recognition. This
… In this paper we proposed an LSTM-based visual attention model for scene text recognition. …

Svtr: Scene text recognition with a single visual model

Y Du, Z Chen, C Jia, X Yin, T Zheng, C Li, Y Du… - arXiv preprint arXiv …, 2022 - arxiv.org
… propose a Single Visual model for Scene Text recognition within the … modeling entirely. The
method, termed SVTR, firstly decomposes an image text into small patches named character

Attention and language ensemble for scene text recognition with convolutional sequence modeling

S Fang, H Xie, ZJ Zha, N Sun, J Tan… - Proceedings of the 26th …, 2018 - dl.acm.org
… [13] show visual attention can effectively boost the performance in a LSTM-based … work to
text detection, and build a model for end-to-end scene text recognition with simpler structure. …

Deep neural network with attention model for scene text recognition

S Li, M Tang, Q Guo, J Lei, J Zhang - IET Computer Vision, 2017 - Wiley Online Library
models, which use a DNN with attention model, we investigate a DNN model that can
recognise scene text … The proposed DNN model is named deep attention neural network (DANN), …

Convolutional attention networks for scene text recognition

H Xie, S Fang, ZJ Zha, Y Yang, Y Li… - ACM Transactions on …, 2019 - dl.acm.org
… (2017) show that visual attention can effectively boost the performance in a LSTMbased …
text detection and build a model for end-to-end scene text recognition using a simpler structure. …

Visual-semantic transformer for scene text recognition

X Tang, Y Lai, Y Liu, Y Fu, R Fang - arXiv preprint arXiv:2112.00948, 2021 - arxiv.org
… a novel transformer model for scene text recognition. Our model is a unified end-to-end text
recog… In this paper, we propose visual-semantic transformer to solve scene text recognition

An extended attention mechanism for scene text recognition

Z Xiao, Z Nie, C Song, AT Chronopoulos - Expert Systems with Applications, 2022 - Elsevier
… , which is an extended attention mechanism, to the unified text recognition framework to deal
with the task of STR. We propose a five-stage model for scene text recognition, and the AoA …

Reading scene text with attention convolutional sequence modeling

Y Gao, Y Chen, J Wang, H Lu - arXiv preprint arXiv:1709.04303, 2017 - arxiv.org
… In this paper, we present an end-to-end Attention Convolutional Network for scene text
recognition. Firstly, instead of RNN, we adopt the stacked convolutional layers to effectively …

Scan: Sliding convolutional attention network for scene text recognition

YC Wu, F Yin, XY Zhang, L Liu, CL Liu - arXiv preprint arXiv:1806.00578, 2018 - arxiv.org
… of text recognition, and propose a novel scene text recognition method to imitate the mechanisms
of saccades and fixations. Second, the model we … in the field of scene text recognition. …

Memory-augmented attention model for scene text recognition

C Wang, F Yin, CL Liu - … Frontiers in Handwriting Recognition  …, 2018 - ieeexplore.ieee.org
attention model [24] adopted in [16] only uses the alignment information at the last time step.
Therefore, the state-of-the-art attention-based methods for scene text recognitionattention